{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dc36f3b4-9aea-4212-904f-0d8036947636",
   "metadata": {},
   "source": [
    "# 六、文本、注释、箭头"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bffb4dc1-9bfe-4215-b5c8-c445a8a9b48b",
   "metadata": {},
   "source": [
    "## （1）文本"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55fd09c0-8370-429a-bcd2-2be5eb3bddfd",
   "metadata": {},
   "source": [
    "- `text`:允许你在图表的任意位置添加文本注释。你可以指定文本的具体位置（坐标），以及文本的颜色、字体大小等样式属性。x, y: 文本的坐标位置。s: 要显示的字符串。fontdict: 字典，用于设置文本的字体属性。\n",
    "- `title`:用于为图表添加主标题。你可以设置标题的文本、字体大小、颜色等。loc标题的位置，可以是 'center', 'left', 或 'right'。pad: 标题与图表顶部的距离。\n",
    "- `suptitle`:用于为整个图形（包括多个子图）添加一个总体的超级标题。这对于包含多个子图的复杂图表非常有用。t: 超级标题的文本。x, y: 超级标题的位置。\n",
    "- `xlabel和ylabel`:用于分别为 X 轴和 Y 轴添加标签。这些标签有助于解释轴上数据的含义。labelpad: 标签与轴之间的距离。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fc8052b7-fa4e-4dfc-913c-fa06e7f56671",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b3fa0cff-940f-48ff-aae1-600e3b8090a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 字体属性\n",
    "font = {\n",
    "    'fontsize': 20,\n",
    "    'family': 'SimHei',\n",
    "    'color': 'red',\n",
    "    'weight': 'bold'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4aa1d536-765a-460b-9509-674e7f4583d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置x和y的值\n",
    "x = np.linspace(0, 5, num=100)\n",
    "y = np.cos(2*np.pi*x) * np.exp(-x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0072cdbc-ccd8-44e8-9d32-e0486a499087",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x120acff39d0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.plot(x, y, c='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3c08dc87-27f7-4e29-941d-94b5bb9d62f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置中文支持和负号支持\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei',\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b0bf4cdc-12e4-4a44-88d6-70930a820b53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置各种文本\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.plot(x, y, c='k')\n",
    "\n",
    "# 设置标题\n",
    "plt.title(' exponential decay', fontdict=font) \n",
    "\n",
    "# 设置子标题\n",
    "plt.suptitle('指数式衰减', y=1.05, fontsize=30)\n",
    "\n",
    "# 设置图中文本\n",
    "plt.text(x=2, y=0.65, s=r'$\\cos(2 \\pi t) \\exp(-t)$') # x,y是文本位置，s是文本内容\n",
    "\n",
    "# 设置轴标签\n",
    "plt.xlabel('time (s)')\n",
    "plt.ylabel('voltage (mV)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac7a4d1-2ae0-420d-bd1d-ef94af2acd89",
   "metadata": {},
   "source": [
    "## （2）箭头"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f556ec16-76c1-4ff8-8cd8-545118c91318",
   "metadata": {},
   "source": [
    "`arrow`：用于在图表中绘制箭头。箭头通常用于指示特定的点或区域，或者展示方向和流动。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e34370e7-2603-46a9-9cda-4ab50b71fb98",
   "metadata": {},
   "source": [
    "- x, y: 箭尾的起始点坐标。\n",
    "- dx, dy: 箭头的长度和方向，分别表示在 x 轴和 y 轴上的位移。\n",
    "- width: 箭杆的宽度。\n",
    "- head_width: 箭头部分的宽度，如果未指定，默认为 3 * width。\n",
    "- head_length: 箭头部分的长度，如果未指定，默认为 1.5 * head_width。\n",
    "- length_includes_head: 如果为 True，则 dx 和 dy 包括箭头部分的长度；如果为 False，则 dx 和 dy 只包括箭杆的长度。\n",
    "- shape: 箭头的形状，可以是 'full'（默认）、'left' 或 'right'。\n",
    "- overhang: 箭头尖端的形状，范围从 0（直角）到 1（尖角），默认为 0。\n",
    "- head_starts_at_zero: 如果为 True，则箭头从零开始绘制；如果为 False，则箭头从 x 和 y 开始绘制。\n",
    "- color: 箭头的颜色。\n",
    "- **kwargs: 其他关键字参数，如 alpha（透明度）、zorder（绘制顺序）等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cb075858-75c4-445c-9ca3-05e7074b7d8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 5],\n",
       "       [3, 8],\n",
       "       [2, 1],\n",
       "       [8, 0],\n",
       "       [9, 3],\n",
       "       [5, 4],\n",
       "       [7, 6],\n",
       "       [1, 3],\n",
       "       [5, 4],\n",
       "       [9, 2]], dtype=int32)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loc = np.random.randint(0, 10, size=(10, 2))\n",
    "loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "010d922e-81e1-4641-a1ce-11a66fbeae7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "plt.plot(loc[:, 0], loc[:, 1], 'g*', ms=20)\n",
    "\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f5c6197f-9d7d-49c5-868d-907c22e890ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制箭头\n",
    "way = np.arange(10)\n",
    "np.random.shuffle(way)\n",
    "\n",
    "for i in range(0, len(way)-1):\n",
    "    # 箭头开始点，和结束点\n",
    "    start = loc[way[i]]\n",
    "    end = loc[way[i+1]]\n",
    "    # 画箭头\n",
    "    plt.arrow(\n",
    "        start[0], start[1], end[0]-start[0], end[1]-start[1],  # 坐标和距离\n",
    "        head_width=0.2, lw=2,  # 箭头的长度，箭尾的线宽\n",
    "        length_includes_head=True  # 长度计算包含箭头键尾\n",
    "    )\n",
    "    # 绘制文本\n",
    "    plt.text(start[0], start[1], s=i, fontsize=18, c='r')\n",
    "    # 如果是最后一个点\n",
    "    if i ==len(way) - 2:\n",
    "        plt.text(end[0], end[1], s=i+1, fontsize=50, c='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "353b500c-295a-4ddf-9daa-4c455db851b2",
   "metadata": {},
   "source": [
    "## （3）注释"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25834ed4-256b-44de-8233-391a67ce7c2b",
   "metadata": {},
   "source": [
    "`annotate()`：用于在图表上添加注解。注解通常包含一些文字说明，并且可以通过箭头指向图表中的某个特定点。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1246f721-5254-44eb-ab6b-634680c6a240",
   "metadata": {},
   "source": [
    "- text: 注解的文字内容。\n",
    "- xy: (x, y) 坐标，表示注解指向的位置。\n",
    "- xytext: (x, y) 坐标，表示注解文字的位置。如果未指定，则默认与 xy 相同。\n",
    "- arrowprops: 字典，用于设置箭头的属性。常见的键包括：\n",
    "- arrowstyle: 箭头样式，例如 '->'、'-|>'、'fancy' 等。\n",
    "- connectionstyle: 连接线的样式，例如 'arc3,rad=0.3'、'angle,angleA=0,angleB=90' 等。\n",
    "- facecolor: 箭头填充颜色。\n",
    "- edgecolor: 箭头边缘颜色。\n",
    "- shrink: 缩短箭头与点之间的距离。\n",
    "- **kwargs: 其他关键字参数，用于设置注解文字的样式，例如 fontsize、color、backgroundcolor 等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1975aa11-6f3c-427a-bdd3-6f70f3466d50",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(0, 5, 0.01)\n",
    "y = np.cos(2*np.pi*x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ac233112-577f-4cba-b169-0e59f563e0a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(3, 1.5, 'local max')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, lw=2)\n",
    "\n",
    "plt.annotate(\n",
    "    'local max',  # 注释文本的内容\n",
    "    xy=(2, 1),    # 箭头的位置\n",
    "    xytext=(3, 1.5),     # 文本的位置\n",
    "    arrowprops=dict(facecolor='black', shrink=0.05),  # 箭头的参数\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "5dbd234b-7795-4072-bf10-019921095c2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, -1.8, 'median')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, lw=2)\n",
    "\n",
    "plt.annotate(\n",
    "    'local max',  # 注释文本的内容\n",
    "    xy=(2, 1),    # 箭头的位置\n",
    "    xytext=(3, 1.5),     # 文本的位置\n",
    "    arrowprops=dict(facecolor='black', shrink=0.05),  # 箭头的参数\n",
    ")\n",
    "\n",
    "plt.annotate(\n",
    "    'local min',\n",
    "    xy=(2.5, -1),  # 箭头指向位置\n",
    "    xytext=(4, -1.8),  # 文本位置\n",
    "    arrowprops=dict(\n",
    "        facecolor='black',  # 箭头颜色\n",
    "        width=2,  # 箭头宽度\n",
    "        headwidth=10,  # 箭头头部宽度\n",
    "        headlength=10,  # 箭头头部长度\n",
    "        shrink=0.1  # 箭头两端收缩的百分比（占总长）\n",
    "    )\n",
    ")  \n",
    "\n",
    "\n",
    "plt.annotate(\n",
    "    'median',\n",
    "    xy=(2.25, 0),  # 箭头指向位置\n",
    "    xytext=(0.5, -1.8),  # 文本位置\n",
    "    arrowprops=dict(arrowstyle='-|>'),  # 箭头样式\n",
    "    fontsize=20  # 文本字体大小\n",
    ")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f05e2bf-4af8-499e-8904-6acf840d15bb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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